If you are using Windows you can check the amount of memory the system "can see" by going to Start > Control panel > System, under the General tab, at the bottom you will see the amount of RAM which should correspond to what you know should be present. If less then you have faulty memory.

This is only checking the system memory, so it could still be your graphics card acting up.